The role of decision tree representation in regression problems–An evolutionary perspective M Czajkowski, M Kretowski Applied soft computing 48, 458-475, 2016 | 103 | 2016 |
Decision tree underfitting in mining of gene expression data. An evolutionary multi-test tree approach M Czajkowski, M Kretowski Expert Systems with Applications 137, 392-404, 2019 | 70 | 2019 |
Multi-test decision tree and its application to microarray data classification M Czajkowski, M Grześ, M Kretowski Artificial intelligence in medicine 61 (1), 35-44, 2014 | 57 | 2014 |
Evolutionary induction of a decision tree for large-scale data: a GPU-based approach K Jurczuk, M Czajkowski, M Kretowski Soft Computing 21, 7363-7379, 2017 | 36 | 2017 |
Top scoring pair decision tree for gene expression data analysis M Czajkowski, M Krȩtowski Software Tools and Algorithms for Biological Systems, 27-35, 2011 | 27 | 2011 |
Evolutionary induction of global model trees with specialized operators and memetic extensions M Czajkowski, M Kretowski Information Sciences 288, 153-173, 2014 | 26 | 2014 |
Integration of solutions and services for multi-omics data analysis towards personalized medicine D Reska, M Czajkowski, K Jurczuk, C Boldak, W Kwedlo, W Bauer, ... biocybernetics and biomedical engineering 41 (4), 1646-1663, 2021 | 24 | 2021 |
Multi-GPU approach to global induction of classification trees for large-scale data mining K Jurczuk, M Czajkowski, M Kretowski Applied Intelligence 51 (8), 5683-5700, 2021 | 20 | 2021 |
Steering the interpretability of decision trees using lasso regression-an evolutionary perspective M Czajkowski, K Jurczuk, M Kretowski Information Sciences 638, 118944, 2023 | 19 | 2023 |
A parallel approach for evolutionary induced decision trees. MPI+ OpenMP implementation M Czajkowski, K Jurczuk, M Kretowski Artificial Intelligence and Soft Computing: 14th International Conference …, 2015 | 19 | 2015 |
A multi-objective evolutionary approach to Pareto-optimal model trees M Czajkowski, M Kretowski Soft Computing 23 (5), 1423-1437, 2019 | 18 | 2019 |
A comparison of different machine-learning techniques for the selection of a panel of metabolites allowing early detection of brain tumors A Godlewski, M Czajkowski, P Mojsak, T Pienkowski, W Gosk, T Lyson, ... Scientific Reports 13 (1), 11044, 2023 | 17 | 2023 |
Cost-sensitive global model trees applied to loan charge-off forecasting M Czajkowski, M Czerwonka, M Kretowski Decision Support Systems 74, 57-66, 2015 | 17 | 2015 |
An evolutionary algorithm for global induction of regression trees M Krȩtowski, M Czajkowski International Conference on Artificial Intelligence and Soft Computing, 157-164, 2010 | 16 | 2010 |
Globally induced model trees: an evolutionary approach M Czajkowski, M Krȩtowski Parallel Problem Solving from Nature, PPSN XI: 11th International Conference …, 2010 | 13 | 2010 |
An evolutionary algorithm for global induction of regression and model trees M Czajkowski, M Kretowski International Journal of Data Mining, Modelling and Management 5 (3), 261-276, 2013 | 12 | 2013 |
Does memetic approach improve global induction of regression and model trees? M Czajkowski, M Kretowski International Symposium on Evolutionary Computation, 174-181, 2012 | 9 | 2012 |
Novel Extension of k − TSP Algorithm for Microarray Classification M Czajkowski, M Krętowski International Conference on Industrial, Engineering and Other Applications …, 2008 | 9 | 2008 |
GPU-based acceleration of evolutionary induction of model trees K Jurczuk, M Czajkowski, M Kretowski Applied Soft Computing 119, 108503, 2022 | 8 | 2022 |
Multi-GPU approach for big data mining: global induction of decision trees K Jurczuk, M Czajkowski, M Kretowski Proceedings of the Genetic and Evolutionary Computation Conference Companion …, 2019 | 8 | 2019 |